基于多尺度LBP特征融合的遥感图像分类

姜亚楠, 张欣, 张春雷, 仲诚诚, 赵俊芳

Classification of remote sensing images based on multi-scale feature fusion using local binary patterns

JIANG Yanan, ZHANG Xin, ZHANG Chunlei, ZHONG Chengcheng, ZHAO Junfang

表2 不同分类器精度对比

Tab.2 Comparison of accuracy of classifiers(%)

分类器 Original PCA20 LBP Ms_GTSFF Bayes 29.16 56.81 — — KNN 50.88 72.53 — — DT 43.75 61.17 — — BP 75.83 81.81 93.28 99.44 SVM 48.75 77.55 — — RF 56.52 77.54 93.54 98.94 XGB 61.27 79.52 91.70 99.20 LightGBM 61.32 79.30 92.44 99.17 LeNet5 — 94.72 — — GoogLeNet — 95.59 — —